Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
GDP had its strongest quarter in more than six years, coming in above the majority of analysts’ estimates at an annualized rate of 5.7 percent for the fourth quarter of 2009. The four-quarter growth rate returned to positive levels for the first time since the third quarter of 2008. The big jump was largely driven by a 3.4 percentage point (pp) increase in private inventories, which happened to be that component’s largest contribution to GDP growth since the first quarter of 1984. Smaller positive contributions also came in from all components except for government spending, and even that negative contribution (−0.02 pp) was minimal. Personal consumption rose another 2.0 percent in the fourth quarter, adding 1.4 pp to real growth. Residential investment grew 5.7 percent this quarter, much less than its third-quarter growth of 18.9 percent, but still contributing 0.1 pp to GDP growth.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.015 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it